| config: conf/tuning/train_enh_uses_refch0_2mem.yaml | |
| print_config: false | |
| log_level: INFO | |
| dry_run: false | |
| iterator_type: chunk | |
| output_dir: exp/enh_train_enh_uses_refch0_2mem_raw | |
| ngpu: 1 | |
| seed: 0 | |
| num_workers: 4 | |
| num_att_plot: 3 | |
| dist_backend: nccl | |
| dist_init_method: env:// | |
| dist_world_size: 4 | |
| dist_rank: 0 | |
| local_rank: 0 | |
| dist_master_addr: localhost | |
| dist_master_port: 33702 | |
| dist_launcher: null | |
| multiprocessing_distributed: true | |
| unused_parameters: true | |
| sharded_ddp: false | |
| cudnn_enabled: true | |
| cudnn_benchmark: false | |
| cudnn_deterministic: true | |
| collect_stats: false | |
| write_collected_feats: false | |
| skip_stats_npz: false | |
| max_epoch: 150 | |
| patience: 20 | |
| val_scheduler_criterion: | |
| - valid | |
| - loss | |
| early_stopping_criterion: | |
| - valid | |
| - loss | |
| - min | |
| best_model_criterion: | |
| - - valid | |
| - loss | |
| - min | |
| keep_nbest_models: 1 | |
| nbest_averaging_interval: 0 | |
| grad_clip: 5.0 | |
| grad_clip_type: 2.0 | |
| grad_noise: false | |
| accum_grad: 1 | |
| no_forward_run: false | |
| resume: true | |
| train_dtype: float32 | |
| use_amp: false | |
| log_interval: null | |
| use_matplotlib: true | |
| use_tensorboard: true | |
| create_graph_in_tensorboard: false | |
| use_wandb: false | |
| wandb_project: null | |
| wandb_id: null | |
| wandb_entity: null | |
| wandb_name: null | |
| wandb_model_log_interval: -1 | |
| detect_anomaly: false | |
| pretrain_path: null | |
| init_param: [] | |
| ignore_init_mismatch: false | |
| freeze_param: [] | |
| num_iters_per_epoch: 8000 | |
| batch_size: 4 | |
| valid_batch_size: null | |
| batch_bins: 1000000 | |
| valid_batch_bins: null | |
| train_shape_file: | |
| - exp/enh_stats_16k/train/speech_mix_shape | |
| - exp/enh_stats_16k/train/speech_ref1_shape | |
| - exp/enh_stats_16k/train/dereverb_ref1_shape | |
| valid_shape_file: | |
| - exp/enh_stats_16k/valid/speech_mix_shape | |
| - exp/enh_stats_16k/valid/speech_ref1_shape | |
| - exp/enh_stats_16k/valid/dereverb_ref1_shape | |
| batch_type: folded | |
| valid_batch_type: null | |
| fold_length: | |
| - 80000 | |
| - 80000 | |
| - 80000 | |
| sort_in_batch: descending | |
| sort_batch: descending | |
| multiple_iterator: false | |
| chunk_length: 32000 | |
| chunk_shift_ratio: 0.5 | |
| num_cache_chunks: 1024 | |
| chunk_excluded_key_prefixes: [] | |
| chunk_discard_short_samples: false | |
| train_data_path_and_name_and_type: | |
| - - dump/raw/train_dns20_vctk_whamr_chime4_reverb/wav.scp | |
| - speech_mix | |
| - sound | |
| - - dump/raw/train_dns20_vctk_whamr_chime4_reverb/spk1.scp | |
| - speech_ref1 | |
| - sound | |
| - - dump/raw/train_dns20_vctk_whamr_chime4_reverb/dereverb1.scp | |
| - dereverb_ref1 | |
| - sound | |
| - - dump/raw/train_dns20_vctk_whamr_chime4_reverb/utt2category | |
| - category | |
| - text | |
| - - dump/raw/train_dns20_vctk_whamr_chime4_reverb/utt2fs | |
| - fs | |
| - text_int | |
| valid_data_path_and_name_and_type: | |
| - - dump/raw/valid_dns20_vctk_whamr_chime4/wav.scp | |
| - speech_mix | |
| - sound | |
| - - dump/raw/valid_dns20_vctk_whamr_chime4/spk1.scp | |
| - speech_ref1 | |
| - sound | |
| - - dump/raw/valid_dns20_vctk_whamr_chime4/dereverb1.scp | |
| - dereverb_ref1 | |
| - sound | |
| - - dump/raw/valid_dns20_vctk_whamr_chime4/utt2category | |
| - category | |
| - text | |
| - - dump/raw/valid_dns20_vctk_whamr_chime4/utt2fs | |
| - fs | |
| - text_int | |
| allow_variable_data_keys: false | |
| max_cache_size: 0.0 | |
| max_cache_fd: 32 | |
| allow_multi_rates: true | |
| valid_max_cache_size: null | |
| exclude_weight_decay: false | |
| exclude_weight_decay_conf: {} | |
| optim: adam | |
| optim_conf: | |
| lr: 0.0004 | |
| eps: 1.0e-08 | |
| weight_decay: 1.0e-05 | |
| scheduler: warmupreducelronplateau | |
| scheduler_conf: | |
| warmup_steps: 25000 | |
| mode: min | |
| factor: 0.5 | |
| patience: 2 | |
| init: null | |
| model_conf: | |
| normalize_variance: true | |
| categories: | |
| - 1ch_48k | |
| - 1ch_16k | |
| - 1ch_16k_r | |
| - 2ch_16k | |
| - 2ch_16k_r | |
| - 5ch_16k | |
| - 8ch_16k_r | |
| criterions: | |
| - name: mr_l1_tfd | |
| conf: | |
| window_sz: | |
| - 256 | |
| - 512 | |
| - 768 | |
| - 1024 | |
| hop_sz: null | |
| eps: 1.0e-08 | |
| time_domain_weight: 0.5 | |
| normalize_variance: true | |
| wrapper: fixed_order | |
| wrapper_conf: | |
| weight: 1.0 | |
| - name: si_snr | |
| conf: | |
| eps: 1.0e-07 | |
| wrapper: fixed_order | |
| wrapper_conf: | |
| weight: 0.0 | |
| speech_volume_normalize: null | |
| rir_scp: null | |
| rir_apply_prob: 1.0 | |
| noise_scp: null | |
| noise_apply_prob: 1.0 | |
| noise_db_range: '13_15' | |
| short_noise_thres: 0.5 | |
| use_reverberant_ref: false | |
| num_spk: 1 | |
| num_noise_type: 1 | |
| sample_rate: 8000 | |
| force_single_channel: false | |
| channel_reordering: true | |
| categories: | |
| - 1ch_48k | |
| - 1ch_16k | |
| - 1ch_16k_r | |
| - 2ch_16k | |
| - 2ch_16k_r | |
| - 5ch_16k | |
| - 8ch_16k_r | |
| dynamic_mixing: false | |
| utt2spk: null | |
| dynamic_mixing_gain_db: 0.0 | |
| encoder: stft | |
| encoder_conf: | |
| n_fft: 256 | |
| hop_length: 128 | |
| use_builtin_complex: false | |
| separator: uses | |
| separator_conf: | |
| num_spk: 1 | |
| enc_channels: 256 | |
| bottleneck_size: 64 | |
| num_blocks: 6 | |
| num_spatial_blocks: 3 | |
| segment_size: 64 | |
| memory_size: 20 | |
| memory_types: 2 | |
| rnn_type: lstm | |
| bidirectional: true | |
| hidden_size: 128 | |
| att_heads: 4 | |
| dropout: 0.0 | |
| norm_type: cLN | |
| activation: relu | |
| ch_mode: tac | |
| ch_att_dim: 256 | |
| eps: 1.0e-05 | |
| ref_channel: 0 | |
| decoder: stft | |
| decoder_conf: | |
| n_fft: 256 | |
| hop_length: 128 | |
| mask_module: multi_mask | |
| mask_module_conf: {} | |
| preprocessor: enh | |
| preprocessor_conf: {} | |
| required: | |
| - output_dir | |
| version: '202301' | |
| distributed: true | |